{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ccbaf408-9596-4ea9-aa6d-cad57f0b4924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sheet1']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "# 读取文件\n",
    "excel_file = pd.ExcelFile('2019年区域商品订单量.xls')\n",
    "# 获取所有表名\n",
    "sheet_names = excel_file.sheet_names\n",
    "sheet_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ecca9aad-2ddd-4ed9-b241-8f8fd4e96717",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据基本信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4 entries, 0 to 3\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   Unnamed: 0  4 non-null      object\n",
      " 1   华东          4 non-null      int64 \n",
      " 2   华北          4 non-null      int64 \n",
      " 3   华南          4 non-null      int64 \n",
      " 4   西南          4 non-null      int64 \n",
      " 5   西北          4 non-null      int64 \n",
      " 6   东北          4 non-null      int64 \n",
      "dtypes: int64(6), object(1)\n",
      "memory usage: 356.0+ bytes\n",
      "数据全部内容信息：\n",
      "\tUnnamed: 0\t华东\t华北\t华南\t西南\t西北\t东北\n",
      "0\t第一季度\t119\t74\t61\t58\t61\t39\n",
      "1\t第二季度\t78\t75\t74\t66\t65\t59\n",
      "2\t第三季度\t87\t85\t41\t36\t55\t51\n",
      "3\t第四季度\t99\t58\t46\t52\t39\t42\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 获取指定工作表中的数据\n",
    "df = excel_file.parse('Sheet1')\n",
    "# 查看数据的基本信息\n",
    "print('数据基本信息：')\n",
    "df.info()\n",
    "# 查看数据集行数和列数\n",
    "rows, columns = df.shape\n",
    "if rows < 100 and columns < 20:\n",
    "    # 短表数据（行数少于100且列数少于20）查看全量数据信息\n",
    "    print('数据全部内容信息：')\n",
    "    print(df.to_csv(sep='\\t', na_rep='nan'))\n",
    "else:\n",
    "    # 长表数据查看数据前几行信息\n",
    "    print('数据前几行内容信息：')\n",
    "    print(df.head().to_csv(sep='\\t', na_rep='nan'))\n",
    "    print('信计222班214倪瑞娴')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dafa64f7-dca9-4819-b18b-98b813de16fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\19202\\\\regional_quarterly_orders_3d.html'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar3D\n",
    "# 提取数据\n",
    "regions = ['华东', '华北', '华南', '西南', '西北', '东北']\n",
    "quarters = ['第一季度', '第二季度', '第三季度', '第四季度']\n",
    "data = [\n",
    "    [regions.index(col), quarters.index(row['Unnamed: 0']), row[col]]\n",
    "    for row in df.to_dict(orient='records')\n",
    "    for col in regions\n",
    "]\n",
    "# 创建 3D 柱状图\n",
    "bar3d = (\n",
    "    Bar3D()\n",
    "    .add(\n",
    "        series_name=\"订单量\",\n",
    "        data=data,\n",
    "        xaxis3d_opts=opts.Axis3DOpts(type_=\"category\", data=regions),\n",
    "        yaxis3d_opts=opts.Axis3DOpts(type_=\"category\", data=quarters),\n",
    "        zaxis3d_opts=opts.Axis3DOpts(type_=\"value\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"各区域各季度订单量 3D 柱状图\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(\n",
    "            max_=120,\n",
    "            range_color=[\n",
    "                \"#313695\",\n",
    "                \"#4575b4\",\n",
    "                \"#74add1\",\n",
    "                \"#abd9e9\",\n",
    "                \"#e0f3f8\",\n",
    "                \"#ffffbf\",\n",
    "                \"#fee090\",\n",
    "                \"#fdae61\",\n",
    "                \"#f46d43\",\n",
    "                \"#d73027\",\n",
    "                \"#a50026\",\n",
    "            ],\n",
    "        ),\n",
    "        toolbox_opts=opts.ToolboxOpts(is_show=True)\n",
    "    )\n",
    ")\n",
    "# 渲染图表\n",
    "bar3d.render(\"regional_quarterly_orders_3d.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d4345737-7a27-4cf7-9d8a-31008e7b5bd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信计222班214倪瑞娴\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "# 读取数据，跳过前两行并选择指定列\n",
    "df = pd.read_excel(\n",
    "    \"2019年月度销售数据.xls\",\n",
    "    skiprows=1,          # 跳过前两行空数据\n",
    "    usecols=\"B:E\"       # 选择日期、sales、profit、amount列\n",
    ")\n",
    "# 重命名列\n",
    "df.columns = ['日期', 'sales', 'profit', 'amount']\n",
    "# 提取三维坐标数据\n",
    "x = df['amount']   # X轴：订单量\n",
    "y = df['profit']   # Y轴：利润\n",
    "z = df['sales']    # Z轴：销售额\n",
    "# 创建三维散点图\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x, y, z, c='blue', s=60, alpha=0.7)  # 设置点的样式\n",
    "# 设置坐标轴标签\n",
    "ax.set_xlabel('Amount')\n",
    "ax.set_ylabel('Profit')\n",
    "ax.set_zlabel('Sales')\n",
    "# 设置视角（与示例图一致）\n",
    "ax.view_init(elev=30, azim=-120)\n",
    "# 添加标题\n",
    "plt.title('Monthly Sales Data 3D Scatter Plot (2019)', pad=20)\n",
    "# 显示图形\n",
    "plt.show()\n",
    "print('信计222班214倪瑞娴')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40bb9c7c-10c6-4517-94cc-94e24d0e6e75",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
